Semantic Role Labeling

Semantic role labeling aims to model the predicate-argument structure of a sentence and is often described as answering "Who did what to whom". BIO notation is typically used for semantic role labeling.

Example:

| Housing | starts | are | expected | to | quicken | a | bit | from | August’s | pace | | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | | B-ARG1 | I-ARG1 | O | O | O | V | B-ARG2 | I-ARG2 | B-ARG3 | I-ARG3 | I-ARG3 |

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 151–175 of 620 papers

Title	Date	Tasks	Status	Hype
Cross-lingual Semantic Role Labeling with Model Transfer	Aug 24, 2020	Semantic Role Labeling	—Unverified	0
Do Syntax Trees Help Pre-trained Transformers Extract Information?	Aug 20, 2020	Graph Neural Networknamed-entity-recognition	CodeCode Available	1
Joint Training with Semantic Role Labeling for Better Generalization in Natural Language Inference	Jul 1, 2020	DiagnosticNatural Language Inference	—Unverified	0
Building a Hebrew Semantic Role Labeling Lexical Resource from Parallel Movie Subtitles	May 17, 2020	Morphological AnalysisSemantic Role Labeling	CodeCode Available	0
Towards classification parity across cohorts	May 16, 2020	ClassificationClustering	—Unverified	0
A Benchmark for Structured Procedural Knowledge Extraction from Cooking Videos	May 2, 2020	Action DetectionForm	CodeCode Available	1
The Russian PropBank	May 1, 2020	Semantic Role Labeling	—Unverified	0
Populating Legal Ontologies using Semantic Role Labeling	May 1, 2020	ManagementSemantic Role Labeling	—Unverified	0
Automatic semantic role labeling in Ancient Greek using distributional semantic modeling	May 1, 2020	Semantic Role Labeling	—Unverified	0
Structured Tuning for Semantic Role Labeling	May 1, 2020	Semantic Role Labeling	CodeCode Available	1
Unsupervised Transfer of Semantic Role Models from Verbal to Nominal Domain	May 1, 2020	DecoderSemantic Role Labeling	CodeCode Available	0
Cross-Lingual Semantic Role Labeling with High-Quality Translated Training Corpus	Apr 14, 2020	Natural Language UnderstandingSemantic Role Labeling	CodeCode Available	1
Corpora Annotated with Negation: An Overview	Mar 1, 2020	NegationSemantic Role Labeling	—Unverified	0
BERTje: A Dutch BERT Model	Dec 19, 2019	Language ModelingLanguage Modelling	CodeCode Available	1
A Primal Dual Formulation For Deep Learning With Constraints	Dec 1, 2019	Deep LearningEntity Typing	CodeCode Available	0
Filling Conversation Ellipsis for Better Social Dialog Understanding	Nov 25, 2019	PredictionSemantic Role Labeling	—Unverified	0
A Syntax-aware Multi-task Learning Framework for Chinese Semantic Role Labeling	Nov 12, 2019	Chinese Semantic Role LabelingMulti-Task Learning	CodeCode Available	0
Generalizing Natural Language Analysis through Span-relation Representations	Nov 10, 2019	Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA)	CodeCode Available	0
Multi-Sentence Argument Linking	Nov 9, 2019	coreference-resolutionCoreference Resolution	—Unverified	0
Controlled Crowdsourcing for High-Quality QA-SRL Annotation	Nov 8, 2019	Semantic Role LabelingVocal Bursts Intensity Prediction	CodeCode Available	0
Dependency and Span, Cross-Style Semantic Role Labeling on PropBank and NomBank	Nov 7, 2019	Semantic Role Labeling	CodeCode Available	1
VerbAtlas: a Novel Large-Scale Verbal Semantic Resource and Its Application to Semantic Role Labeling	Nov 1, 2019	Semantic Role Labeling	—Unverified	0
A General-Purpose Algorithm for Constrained Sequential Inference	Nov 1, 2019	Constituency ParsingSemantic Role Labeling	—Unverified	0
Auditing Deep Learning processes through Kernel-based Explanatory Models	Nov 1, 2019	Deep LearningSemantic Role Labeling	—Unverified	0
Semi-Supervised Semantic Role Labeling with Cross-View Training	Nov 1, 2019	Dependency ParsingFeature Engineering	—Unverified	0

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All datasets OntoNotes CoNLL 2005 CoNLL05 Brown CoNLL05 WSJ CoNLL12 CoNLL-2009 CoNLL-2012

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	HeSyFu	F1	88.59	—	Unverified
2	CRF2o + RoBERTa	F1	88.32	—	Unverified
3	MRC-SRL	F1	88.3	—	Unverified
4	ReCAT(pretrained on wikitext103)	F1	88	—	Unverified
5	SRL-MM + XLNet	F1	87.67	—	Unverified
6	CRF2o + BERT	F1	87.66	—	Unverified
7	RoBERTa+RegCCRF	F1	87.51	—	Unverified
8	RoBERTa+CRF	F1	87.27	—	Unverified
9	BiLSTM-Span (Ensemble)	F1	87	—	Unverified
10	BiLSTM-Span	F1	86.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MRC-SRL	F1	90	—	Unverified
2	SRL-MM + XLNet	F1	89.8	—	Unverified
3	CRF2o + RoBERTa	F1	89.54	—	Unverified
4	HeSyFu	F1	89.04	—	Unverified
5	CRF2o + BERT	F1	89.03	—	Unverified
6	Mohammadshahi and Henderson (2021)	F1	88.93	—	Unverified
7	BiLSTM-Span (Ensemble, predicates given)	F1	88.5	—	Unverified
8	CRF2o	F1	87.87	—	Unverified
9	Li et al. (2019) (Ensemble)	F1	87.7	—	Unverified
10	BiLSTM-Span	F1	87.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DeepStruct multi-task w/ finetune	F1	92.1	—	Unverified
2	DeepStruct multi-task	F1	92	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DeepStruct multi-task	F1	95.5	—	Unverified
2	DeepStruct multi-task w/ finetune	F1	95.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DeepStruct multi-task	F1	97.2	—	Unverified
2	DeepStruct multi-task w/ finetune	F1	96	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Ours (High-Order model)	F1 (Arg.)	90.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	HeSyFu	Avg. F1	88.59	—	Unverified